Period
to 14 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 14 December 2018 with a comparison to the same period in the previous 2 years.

NumPy
England > East of England
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 320 347 -
Rank change year-on-year +27 - -
Permanent jobs citing NumPy 4 5 0
As % of all permanent IT jobs advertised in the East of England 0.040% 0.041% -
As % of the Libraries, Frameworks & Software Standards category 0.11% 0.10% -
Number of salaries quoted 4 5 0
East of England median annual salary £62,500 £40,000 -
Median salary % change year-on-year +56.25% - -
England median annual salary £70,000 £60,000 £80,000
% change year-on-year +16.67% -25.00% +14.29%

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the East of England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
East of England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 3,610 4,892 5,178
As % of all permanent IT jobs advertised in the East of England 36.48% 40.36% 39.85%
Number of salaries quoted 2,954 4,090 4,416
East of England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% +5.88%
10th Percentile £28,750 £30,000 £27,500
90th Percentile £71,250 £70,000 £67,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

NumPy
Job Vacancy Trend in the East of England

Job postings citing NumPy as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for NumPy in the East of England

NumPy
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy in the East of England.

Salary trend for NumPy in the East of England

NumPy
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the East of England region over the 6 months to 14 December 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridgeshire +34 4 £62,500 +56.25% 6
NumPy
England

For the 6 months to 14 December 2018, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the East of England region with a requirement for NumPy.

1 4 (100.00%) Python
1 4 (100.00%) Pandas
1 4 (100.00%) Apache Spark
1 4 (100.00%) Data Science
2 3 (75.00%) Machine Learning
2 3 (75.00%) Big Data
2 3 (75.00%) Analytics
2 3 (75.00%) Keras
2 3 (75.00%) scikit-learn
2 3 (75.00%) SciPy
2 3 (75.00%) Data Visualisation
2 3 (75.00%) PhD
2 3 (75.00%) Operations Research
2 3 (75.00%) Degree
2 3 (75.00%) Mathematics
2 3 (75.00%) Physics
2 3 (75.00%) Computer Science
2 3 (75.00%) Hadoop
2 3 (75.00%) Visualisation
3 1 (25.00%) Microsoft Azure
3 1 (25.00%) Amazon AWS
3 1 (25.00%) Open Source
3 1 (25.00%) Data Extraction
3 1 (25.00%) Cognos
3 1 (25.00%) Data Warehouse
3 1 (25.00%) ETL
3 1 (25.00%) SAS
3 1 (25.00%) Business Intelligence
3 1 (25.00%) SPSS
3 1 (25.00%) TDD

NumPy
Co-occurring IT Skills in the East of England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 4 (100.00%) Apache Spark
2 1 (25.00%) Apache
2 1 (25.00%) SAS
Applications
1 1 (25.00%) SPSS
Cloud Services
1 1 (25.00%) Amazon AWS
1 1 (25.00%) Microsoft Azure
Database & Business Intelligence
1 3 (75.00%) Big Data
1 3 (75.00%) Hadoop
2 1 (25.00%) Amazon QuickSight
2 1 (25.00%) Amazon Redshift
2 1 (25.00%) Data Warehouse
2 1 (25.00%) NoSQL
2 1 (25.00%) Power BI
2 1 (25.00%) SQL Server Reporting Services
Job Titles
1 3 (75.00%) Data Scientist
2 1 (25.00%) Data Engineer
Libraries, Frameworks & Software Standards
1 4 (100.00%) Pandas
2 3 (75.00%) Keras
2 3 (75.00%) scikit-learn
2 3 (75.00%) SciPy
3 1 (25.00%) Kafka
3 1 (25.00%) Web Services
Processes & Methodologies
1 4 (100.00%) Data Science
2 3 (75.00%) Analytics
2 3 (75.00%) Computer Science
2 3 (75.00%) Data Visualisation
2 3 (75.00%) Machine Learning
2 3 (75.00%) Mathematics
2 3 (75.00%) Operations Research
2 3 (75.00%) Physics
2 3 (75.00%) Visualisation
3 1 (25.00%) BDD
3 1 (25.00%) Business Intelligence
3 1 (25.00%) Continuous Delivery
3 1 (25.00%) Continuous Improvement
3 1 (25.00%) Data Engineering
3 1 (25.00%) Data Extraction
3 1 (25.00%) DevOps
3 1 (25.00%) ETL
3 1 (25.00%) Open Source
3 1 (25.00%) Systems Engineering
3 1 (25.00%) TDD
Programming Languages
1 4 (100.00%) Python
2 1 (25.00%) R
2 1 (25.00%) SQL
Qualifications
1 3 (75.00%) Degree
1 3 (75.00%) PhD
System Software
1 1 (25.00%) Docker
Vendors
1 1 (25.00%) Cognos
1 1 (25.00%) Tableau